{"enrichment":{"faq":[{"a":"Humanizer identifies telltale signs of artificial writing\u2014promotional language, superficial analysis, excessive em dashes, and AI vocabulary\u2014then rewrites them to sound genuinely human. It goes beyond pattern removal to inject personality and voice, helping you edit drafts, review content, and clean up LLM output into prose that reads like it came from a real person.","q":"What does Humanizer do?"},{"a":"Yes. Humanizer specializes in converting robotic writing to natural language by detecting machine-generated patterns and rewriting them with authentic voice and conversational tone. It transforms stiff, templated, or obviously automated text into prose that sounds like it was written by a human.","q":"Can Humanizer convert robotic writing to natural language?"},{"a":"Humanizer makes AI writing less obvious by identifying and removing signature AI markers\u2014such as overly promotional phrasing, generic analysis, repetitive em dashes, and robotic vocabulary. It then rewrites the content to inject genuine personality and natural flow, reducing detectability as machine-generated text.","q":"How does Humanizer make AI writing less obvious?"},{"a":"Humanizer improves any AI-generated or templated content, including LLM drafts, automated reports, marketing copy, and robotic documentation. It polishes writing to sound more conversational and authentic, making it suitable for professional communication, creative work, and any context where human-like readability matters.","q":"What kind of content can Humanizer improve?"},{"a":"Yes. Humanizer is licensed under CC-BY-SA-4.0, an open license that allows you to use, modify, and share the skill freely while crediting the original work and maintaining the same license terms.","q":"Is Humanizer available under an open license?"}],"shadow_tags":["text-naturalization","ai-detection-evasion","writing-authenticity","content-refinement","linguistic-realism","automated-writing-polish","detection-resistance","prose-humanization"],"summary_rewrite":"Humanizer identifies telltale signs of artificial writing\u2014promotional language, superficial analysis, excessive em dashes, and AI vocabulary\u2014then rewrites them to sound genuinely human. It goes beyond pattern removal to inject personality and voice, helping you edit drafts, review content, and clean up LLM output into prose that reads like it came from a real person."},"gist":{"api_url":"https://skillfed.io/api/skills/trailofbits/skills-curated/humanizer.json","as_of":"2026-07-14","description":"Humanizer removes AI writing patterns to make text sound natural and authentically human-written. npx skillfed install trailofbits/skills-curated/humanizer","install":{"manual":["git clone https://github.com/trailofbits/skills-curated","cp -r skills-curated ~/.claude/skills/humanizer"],"primary":"npx skillfed install trailofbits/skills-curated/humanizer","version":"7488e479"},"kind":"skill","mirror_url":"https://skillfed.io/trailofbits/skills-curated/humanizer.md","similar":[{"id":"nanoAgentTeam/research-claw/humanizer","name":"humanizer","publisher":"nanoAgentTeam/research-claw","url":"https://skillfed.io/nanoAgentTeam/research-claw/humanizer"},{"id":"zed-industries/zed/humanizer","name":"Humanizer","publisher":"zed-industries/zed","url":"https://skillfed.io/zed-industries/zed/humanizer"},{"id":"alecs5am/ralphy/humanizer","name":"humanizer","publisher":"alecs5am/ralphy","url":"https://skillfed.io/alecs5am/ralphy/humanizer"},{"id":"hairyf/skills/writing-humanizer","name":"writing-humanizer","publisher":"hairyf/skills","url":"https://skillfed.io/hairyf/skills/writing-humanizer"},{"id":"mateaix/mateclaw/humanizer","name":"humanizer","publisher":"mateaix/mateclaw","url":"https://skillfed.io/mateaix/mateclaw/humanizer"}],"title":"Humanizer by trailofbits: Convert AI-generated or robotic \u2014 SkillFed","use":{"when":["Yes.","Humanizer makes AI writing less obvious by identifying and removing signature AI markers\u2014such as overly promotional phrasing."]},"what":{"lead":"Humanizer removes AI writing patterns to make text sound natural and authentically human-written.","rest":"Humanizer identifies telltale signs of artificial writing\u2014promotional language, superficial analysis, excessive em dashes, and AI vocabulary\u2014then rewrites them to sound genuinely human. It goes beyond pattern removal to inject personality and voice, helping you edit drafts, review content, and clean up LLM output into prose that reads like it came from a real person."}},"id":"trailofbits/skills-curated/humanizer","install":{"mode":"external","repo":"https://github.com/trailofbits/skills-curated"},"links":{"html":"https://skillfed.io/trailofbits/skills-curated/humanizer","md":"https://skillfed.io/trailofbits/skills-curated/humanizer.md","repo":"https://github.com/trailofbits/skills-curated"},"meta":{"agents_supported":[],"first_seen":"2026-07-28","forks":29,"language":"Python","last_updated":"2026-07-14","license":"CC-BY-SA-4.0","name":"Humanizer","publisher":"trailofbits","stars":469},"relations":{"similar":[{"id":"blacktop/dotfiles/humanizer"},{"id":"nanoAgentTeam/research-claw/humanizer"},{"id":"zed-industries/zed/humanizer"},{"id":"alecs5am/ralphy/humanizer"},{"id":"whawkinsiv/solo-founder-skills/humanize"},{"id":"hairyf/skills/writing-humanizer"},{"id":"mateaix/mateclaw/humanizer"},{"id":"multivmlabs/ralph-starter/humanizer"},{"id":"softaworks/agent-toolkit/humanizer"},{"id":"jdrhyne/agent-skills/humanizer"}]},"slug":{"owner":"trailofbits","repo":"skills-curated","skill":"humanizer"},"version":"7488e479"}